Abstract
Background
The PTEN tumour suppressor gene and PIK3CA proto-oncogene encode proteins which contribute to regulation and propagation of signal transduction through the PI3K/AKT signalling pathway. This study investigates the prevalence of loss of PTEN expression and mutations in both PTEN and PIK3CA in colorectal cancers (CRC) and their associations with tumour clinicopathological features, lifestyle factors and dietary consumptions.
Methods
186 adenocarcinomas and 16 adenomas from the EPIC Norfolk study were tested for PTEN and PIK3CA mutations by DNA sequencing and PTEN expression changes by immunohistochemistry. Dietary and lifestyle data were collected prospectively using seven day food diaries and lifestyle questionnaires.
Results
Mutations in exons 7 and 8 of PTEN were observed in 2.2% of CRC and PTEN loss of expression was identified in 34.9% CRC. Negative PTEN expression was associated with lower blood low-density lipoprotein concentrations (p = 0.05). PIK3CA mutations were observed in 7% of cancers and were more frequent in CRCs in females (p = 0.04). Analysis of dietary intakes demonstrated no link between PTEN expression status and any specific dietary factor. PTEN expression negative, proximal CRC were of more advanced Dukes' stage (p = 0.02) and poor differentiation (p < 0.01). Testing of the prevalence of PIK3CA mutations and loss of PTEN expression demonstrated that these two events were independent (p = 0.55).
Conclusion
These data demonstrated the frequent occurrence (34.9%) of PTEN loss of expression in colorectal cancers, for which gene mutations do not appear to be the main cause. Furthermore, dietary factors are not associated with loss of PTEN expression. PTEN expression negative CRC were not homogenous, as proximal cancers were associated with a more advanced Dukes' stage and poor differentiation, whereas distal cancers were associated with earlier Dukes' stage.
Background
The PI3K/AKT signalling pathway affects many cellular processes including cell proliferation, apoptosis and invasion [1]. Signal transduction through this pathway is mediated through conversion of phosphatidylinositol bisphosphate (PIP2) to phosphatidylinositol triphosphate (PIP3) by phosphatidylinositol 3 kinases (PI3K) following their activation, and this reaction is antagonised by phosphatase and tensin homolog, deleted on chromosome ten (PTEN) activity. Of the genes which encode the enzymatic subunit of PI3K heterodimers, the PIK3CA gene, encoding the p110∝ protein, has been found to be most frequently, in not exclusively, mutationally activated in some human cancers [1,2]. In colorectal cancer (CRC), PIK3CA activating mutations have been described at frequencies of 10-20% [3-6], with two distinct regions, the helical and kinase domains, harbouring up to 80% of mutations [7].
The prevalence of PTEN mutations in CRC has been reported to vary between 1% and 29% [8-13]. This variability in observed PTEN mutation frequencies relates to tumour genomic instability, with PTEN mutations having been described in 14-30% of CRC with microsatellite instability (MSI-H) [9,14,15], but at very low frequencies (<5%) in unselected CRC [13]. Exons 7 and 8 of PTEN have been described to acquire more mutations than other regions of the gene in CRC, with insertions and deletions of adenine bases in poly-A tracts present in these exons being the predominant genetic change, consistent with frequent changes in repetitive sequences in MSI-H CRC [15]. Loss of PTEN expression has been reported at higher frequencies than mutation [12,15] with approximately 20-40% of CRC exhibiting loss of PTEN expression [16,17].
Incidence rates of colorectal cancer can vary up to 25-fold between countries [18] and it has been postulated that approximately 80% of observed national differences in incidence between can be attributed to dietary factors [19]. Although analysis of dietary components has been performed in relation to general colorectal cancer incidence, their exact relation to specific tumour suppressor gene losses and signalling pathway alterations remains to be fully investigated. To date, analysis of dietary factors in relation to PI3K/AKT pathway component changes in CRC has not been undertaken and little data exists describing the type of CRC in which PIK3CA oncogenic activations and PTEN inactivation occurs.
The present study aimed to investigate the relationship between PTEN and PIK3CA mutations and loss of PTEN expression in 186 colorectal adenocarcinomas from the EPIC Norfolk cohort and clinicopathological features, lifestyle traits and dietary factors, as well as analysing PTEN expression negative CRC stratified by stage and tumour location.
Methods
Study population, microsatellite instability analysis, dietary and lifestyle assessment
Exact descriptions of the study population, case ascertainment, methodology pertaining to dietary and lifestyle data acquisition and microsatellite instability status assessment have been described in detail elsewhere [20].
Tissue processing and DNA extraction
Formalin fixed, paraffin embedded human tissue samples, biopsied from the caecum, proximal colon, distal colon and rectum, were processed for DNA extraction. Ten, 4 μm sections were cut from each block using a Microm HM 325 microtome (Thermo Scientific, Basingstoke, UK). A single section of tissue from each block was stained and used as a template for identification of adenocarcinoma, adenoma and normal tissue regions within each sample. To stain, sections underwent four, 15 minute washes: two in xylene followed by 2 in 100% ethanol. Four, 5 minute sequential washes in 95%, 80%, 70% and 40% ethanol, followed by rinsing in deionised water, completed the rehydration of the section. The sections were then immersed in Harris Haematoxylin Solution (Sigma-Aldrich, Gillingham, UK) for 30 seconds. Sections were then rinsed in tap water and stained with 1% Eosin Solution (Solmedia, Romford, UK) for 5 seconds. Following a final rinse with tap water to remove excess stain, cover slips were mounted using DePeX Mounting Medium Gurr (BDH Laboratory Supplies, Lutterworth, UK). Template slides were analysed by a consultant gastrointestinal histopathologist (MJA) using a light microscope and tissue regions corresponding to normal/tumour regions were identified and marked on the slide. Subsequently, the remaining 9 slides were dehydrated and cells from normal, adenoma or adenocarcinoma regions were carefully microdissected using a sterile scalpel. Tissue was collected starting 2 mm away from the normal/tumour tissue boundary, as indicated on the template slide, in order to minimize collection of non-tumour tissue in adenoma or adenocarcinoma samples.
DNA extraction
Isolated tissue was digested in 240 μl of Buffer PKD with 10 μl of Proteinase K (both obtained from RNEasy kits, QIAGEN, Valencia, USA). Samples were agitated at 150 rpm at 55°C for 4-6 days with the level of tissue digestion checked after 3 days: those which still had visible amounts of tissue had a further 10 μl of Proteinase K added for the remainder of the incubation. Samples were then incubated at 80°C for 15 minutes in order to partially reverse formaldehyde modification of the nucleic acids and to denature any residual protein. These samples were then used directly, without further purification, for PCR amplification.
Mutation detection
PTEN exons 7 and 8 were amplified using previously described primers [10]. PCR products were generated using 5 ng-2 μg of template DNA. KOD Hot Start DNA Polymerase kits (Novagen, Madison, USA) were used to make the following reaction mixture: 2.5 μl ×10 PCR Buffer for KOD Hot Start DNA Polymerase, 1 μl primers, forward and reverse (10 μM each), 1 μl MgSO4 (25 mM), 2 μl dNTPs (2 mM each), 0.25 μl KOD DNA Polymerase and made up to a total reaction volume of 25 μl with nuclease free water (Promega, Madison, USA). The reactions involved a denaturation step at 94°C for 5 minutes followed by 45 cycles of 94°C for 15 seconds, then 30 seconds at annealing temperatures of either 56°C or 54°C for PTEN exons 7 or 8 respectively, followed by extension at 72°C for 30 seconds. Lastly, a final extension step of 72°C for 5 minutes was performed. PIK3CA exon 8 was amplified using primers 8F (5'-CAT AAA TTA GAT ATT TTT TAT GGC AGT CAA AC-3') and 8R (5'-GAG AAA GTA TCT ACC TAA ATC CAC AGA TTA TAA TTG-3'). PIK3CA exon 9 was amplified using primers 9F (5'-TTG CTT TTT CTG TAA ATC ATC TGT G-3') and 9R (5'-CTG CTT TAT TTA TTC CAA TAG GTA TG-3'). PIK3CA exon 20 was amplified using previously described primers [21]. The PCR was as described above for PTEN except that annealing temperatures of 55°C were used for amplification of all three PIK3CA exons. To detect successful amplifications, 5 μl of each reaction mixture was separated on a 1.5% agarose gel containing 1 μg/ml ethidium bromide, and visualised under UV light. The remaining PCR amplification product mixture (20 μl) following visualisation on agarose gels was purified using Multiscreen filter plates (Millipore, Billerica, USA) according to the manufacturer's instructions and subjected to direct sequencing by ABI3730xl Platform sequencer (Applied Biosystems, Warrington, UK). Forward and reverse strands were both sequenced. Every sample was PCR amplified and sequenced independently a minimum of twice on each strand.
PTEN immunohistochemistry
PTEN protein immunohistochemistry (IHC) was performed using the monoclonal antibody 6H2.1 (Cascade Biosciences, Winchester, USA). Blocking, addition of secondary antibody and washing reactions were performed according to the manufacturer's instructions for the BondMax staining system with Bond Polymer Refine Detection Reagents (Leica Microsystems, Wetzlar, Germany). Antigen retrieval was performed for 30 minutes at 98°C in 0.01 mol/L sodium citrate buffer at pH 6.4. Primary antibody was applied for 30 minutes at a 1:100 dilution. Secondary antibody was anti-mouse IgG-HRP (8 μg/ml) and was applied for 15 minutes.
PTEN protein expression was classified as negative if over 50% of the tumour cells present demonstrated loss of expression. In order to assess PTEN expression status in cancer cells, the PTEN expression levels in normal mucosa on the same slide were used as a reference. Due to the difference in PTEN staining patterns between stromal fibroblasts, lymphoid cells and endothelial cells in the gut, these stromal cells were used only as an internal control to assess successful IHC staining, not as a reference for comparison with cancer cell PTEN expression levels. Instead, non-cancerous mucosa were used to assess loss of PTEN expression in neoplastic crypts.
Statistical analysis
Analysis of lifestyle and dietary factors, clinicopathological cancer features and patient characteristics was performed using chi-squared (χ2) tests for categorical data and analysis of variance (ANOVA) tests for continuous numerical data. For these analyses, tumour samples were classified as PTEN expression positive or negative and PIK3CA wildtype or mutated (in exons 8, 9 or 20). For additional testing, PTEN negative adenocarcinomas were classified by both Dukes' stage (early: Dukes' stages A or B; advanced: Dukes' stages C or D) and independently by tumour location (proximal colonic up to the splenic flexure, or distal colonic/rectal) and tested for association with dietary, lifestyle and clinicopathological factors. Differentiation was determined for all cases by a consultant histopathologist (MJA) and classified as moderately/well differentiated or poorly differentiated and cancers were classified as demonstrating either microsatellite instability (MSI) or microsatellite stable (MSS) status. Lifestyle factors, including smoking status (current/former/never), physical activity (high/low), alcohol consumption (g/day, continuous), low-density lipoprotein (mmol/l, continuous) and high-density lipoprotein (mmol/l, continuous) blood concentrations, triglyceride blood concentrations (mmol/l, continuous) and plasma vitamin C concentrations (μmol/l, continuous) were also tested for association with loss of PTEN expression and PIK3CA mutations. Continuous dietary variables were tested for association with PTEN expression status including meat, fruit and vegetables, fat, vitamin, fibre and macronutrients, including calcium, in their relevant unit of consumption. Additionally, PTEN expression negative adenocarcinomas, categorised by location and Dukes' stage, were also tested for associations with dietary factors. A probability value of less than or equal to 0.05 was considered to be statistically significant. No adjustment was made for multiple testing. All statistical testing was undertaken using SPSS version 16.0 (SPSS Inc, Chicago, USA).
Results
PTEN and PIK3CA mutation frequencies and PTEN expression status in colorectal adenocarcinomas and adenomas
The type and distribution of the mutations observed in PTEN and PIK3CA are described in Table 1. Of the 186 adenocarcinoma samples analysed, 4 (2.2%) harboured PTEN mutations in exons 7 or 8. One sample had mutations in both exons 7 and 8. Three samples showed mutations in exon 8 only. The mutation in exon 7 was a C to T transition which resulted in codon 233 of the protein, arginine (CGA), being converted to a stop codon (TGA) (Figure 1). This same cancer had a mutation in exon 8: a C to T transition changing codon 339 (CCA) phenylalanine to serine (TCA). The remaining three cancers harboured changes in PTEN exon 8, all of which involved changes in the poly-A tract (codons 321-323). These were either a single base deletion or a single base insertion (Figure 2), shortening the tract from 6 to 5, or lengthening the tract from 6 to 7 adenine bases respectively, resulting in a coding frameshift. The final mutation observed in PTEN exon 8 was a 23 base deletion covering the poly-A tract. This deletion was from the first base of codon 316 to the second base of codon 323 inclusive, resulting in a coding frameshift. None of the 16 adenomas analysed contained mutations in PTEN exons 7 or 8.
Table 1.
PTEN mutations in exons 7 and 8 | |||
---|---|---|---|
Mutations in adenocarcinomas | Mutations in adenomas | Total | |
Codon 233: wildtype CGA* | |||
TGA (Arg to Stop) | 1 | 0 | 1 |
Codon 339: wildtype CCA* | |||
TCA (Phe to Ser) | 1 | 0 | 1 |
Poly-A tract (codons 321-323) | |||
1 bp insertion | 1 | 0 | 1 |
Poly-A tract (codons 321-323) | |||
1 bp deletion | 1 | 0 | 1 |
Codon 316 (1st base) to 323 (2nd base) | |||
23 bp deletion | 1 | 0 | 1 |
Total | 5 | 0 | 5 |
PIK3CA mutations in exons 8, 9 and 20 | |||
Mutations in adenocarcinomas | Mutations in adenomas | Total | |
Codon 542: wildtype GAA | |||
GTA (Glu to Val) | 1 | 0 | 1 |
AAA (Glu to Lys) | 2 | 0 | 2 |
Codon 545: wildtype GAG | |||
AAG (Glu to Lys) | 2 | 1 | 3 |
Codon 546: wildtype CAG | |||
AAG (Gln to Lys) | 2 | 0 | 2 |
CGG (Gln to Arg) | 1 | 0 | 1 |
Codon 1046: wildtype CAT | |||
CGT (His to Arg) | 5 | 0 | 5 |
Total | 13 | 1 | 14 |
*These two mutations were observed in the same adenocarcinoma.
Analysis of PIK3CA exons 8, 9 and 20 demonstrated that 13 adenocarcinomas (7.0%) harboured mutations (Table 1). None of the identified mutations were in PIK3CA exon 8. Eight cancer samples possessed mutations in exon 9 and 5 cancers showed mutations in exon 20. In addition to the five non-synonymous base changes observed in exon 20, four synonymous SNPs were also detected in this exon. All four were the same, previously reported, SNP (rs17849079) that changes codon 1025 to ACT instead of ACC: both codons encode threonine. Of the 16 adenoma samples tested for mutation, one (6.3%) harboured a mutation in PIK3CA in exon 9. This single PIK3CA mutated adenoma presented in an individual as an isolated neoplasm, without concurrent adenocarcinoma.
PTEN expression data were obtained for 172 adenocarcinomas. No data were obtained for 14 samples due to lack of tissue, poor sample fixation or non-interpretable immunohistochemical staining due to technical problems. Of these 172 samples, 60 (34.9%) demonstrated loss of PTEN expression (Figures 3 and 4). All four adenocarcinomas with PTEN mutations demonstrated loss of PTEN expression. Expression data were available for 14 adenoma samples, 2 (14.3%) of which demonstrated loss of PTEN expression. One of the adenomas demonstrating negative PTEN expression presented in isolation in the absence of an adenocarcinoma, whereas the second adenoma presented with a coincident adenocarcinoma. However, negative PTEN expression was only identified in the adenoma, not in the separate cancer obtained from the same individual.
Lifestyle and clinicopathological factors in relation to PTEN expression and PIK3CA mutation
Analysis of the distribution of cancers with loss of PTEN expression and PIK3CA mutations according to clinicopathological and lifestyle variables is presented in Table 2. Stratification of clinicopathological and lifestyle variables by PTEN mutation status in isolation was not performed due to the small number of samples demonstrating a mutated PTEN genotype in exons 7 and 8. Individuals with cancers lacking PTEN expression exhibited significantly lower mean blood LDL concentrations than those with cancers demonstrating normal PTEN expression (p = 0.05): 3.90 mmol/l versus 4.28 mmol/l. Testing of PIK3CA mutation status according to lifestyle and clinicopathological factors demonstrated an increased prevalence of PIK3CA mutations in females with CRC (p = 0.04).
Table 2.
PTEN expression status | PIK3CA mutation status | |||||
---|---|---|---|---|---|---|
Characteristic | Positive | Negative | P‡ | Wildtype | Mutant | P‡ |
n = 112† | n = 60† | n = 172† | n = 13† | |||
Sex | ||||||
Male | 48.2 (54) | 46.7 (28) | 52.0 (90) | 23.1 (3) | ||
Female | 51.8 (58) | 53.3 (32) | 0.85 | 48.0 (83) | 76.9 (10) | 0.04 |
Age at diagnosis (years) | 71.0 (7.5) | 70.0 (8.0) | 0.43* | 70.3 (7.7) | 73.3 (5.6) | 0.17* |
Tumour location | ||||||
Proximal colonic | 34.0 (35) | 42.9 (24) | 34.4 (55) | 53.8 (7) | (FET) | |
Distal colonic/Rectal | 66.0 (68) | 57.1 (32) | 0.27 | 65.6 (105) | 46.2 (6) | 0.23 |
Differentiation | ||||||
Well/Moderate | 86.9 (86) | 87.0 (47) | 84.9 (129) | 92.3 (12) | (FET) | |
Poor | 13.1 (15) | 13.0 (7.0) | 0.98 | 15.1 (23) | 7.7 (1) | 0.69 |
Dukes' Stage | ||||||
A/B | 53.6 (52) | 55.8 (29) | 54.4 (80) | 61.5 (8) | ||
C/D | 46.4 (45) | 44.2 (23) | 0.80 | 45.6 (67) | 38.5 (5) | 0.62 |
MSI status | ||||||
MSS | 83.0 (88) | 83.3 (45) | 84.6 (126) | 63.6 (7) | (FET) | |
MSI | 17.0 (18) | 16.7 (9) | 0.96 | 15.4 (23) | 36.4 (4) | 0.09 |
BMI (kg/m2) | 27.3 (4.1) | 26.6 (4.4) | 0.36* | 27.3 (4.3) | 25.7 (4.4) | 0.20* |
Alcohol consumption | 9.7 (16) | 6.6 (9.7) | 0.17* | 9.5 (15.0) | 5.4 (10) | 0.34* |
Smoking status | ||||||
Current | 12.0 (13) | 8.3 (5) | 11.2 (19) | 0.0 (0) | ||
Former | 46.3 (50) | 45.0 (27) | 45.6 (77) | 58.3 (7) | ||
Never | 41.7 (45) | 46.7 (28) | 0.69 | 43.2 (73) | 41.7 (5) | 0.42 |
Physical activity | ||||||
Low | 64.3 (72) | 70.0 (42) | 65.7 (113) | 84.6 (11) | (FET) | |
High | 35.7 (40) | 30.0 (18) | 0.45 | 34.3 (59) | 15.4 (2) | 0.23 |
HRT status | ||||||
Current | 10.3 (6) | 6.5 (2) | 9.8 (8) | 0.0 (0) | ||
Former | 17.2 (10) | 16.1 (5) | 17.1 (14) | 20.0 (2) | ||
Never | 72.4 (42) | 77.4 (24) | 0.81 | 73.2 (60) | 80.0 (8) | 0.58 |
LDL cholesterol (mmol/l) | 4.28 (1.2) | 3.90 (1.1) | 0.05* | 4.12 (1.1) | 4.30 (1.0) | 0.61* |
HDL cholesterol (mmol/l) | 1.31 (0.4) | 1.30 (0.4) | 0.96* | 1.30 (0.4) | 1.29 (0.4) | 0.93* |
Triglyceride (mmol/l) | 1.99 (0.8) | 2.25 (1.6) | 0.17* | 2.09 (1.1) | 2.11 (1.5) | 0.95* |
Plasma vitamin C (μmol/l) | 50.3 (18) | 53.3 (33) | 0.47* | 51.2 (24) | 54.1 (19) | 0.71* |
‡P values determined by χ2 test or Fisher's exact test when one or more expected values were less than 5 (denoted by FET). *: ANOVA tests used to calculate p-values. Results presented as % (n) or mean (±SD). HRT: hormone replacement therapy. MSI: Microsatellite instability. MSS: Microsatellite stable. † Not all individuals had data for each variable, in these cases these individuals were omitted from the test. PTEN expression data were available for 172 cases. For HRT testing only females were analysed.
Dietary factors and PTEN expression in CRC
None of the dietary variables tested displayed a statistically significant association with cancers positively or negatively expressing PTEN (Table 3). Testing of PIK3CA mutation status according to dietary consumptions was not performed due to the calculated low power of such testing as <10% of cases demonstrated mutations in the three PIK3CA exons analysed.
Table 3.
PTEN expression status | |||
---|---|---|---|
Dietary factor | Positive n = 112 | Negative n = 60 | P‡ |
Meat | |||
Red Meat (g/d) | 36 (27.1) | 39 (30.3) | 0.56 |
Processed Meat (g/d) | 26 (19.2) | 24 (19.5) | 0.60 |
Red + Processed Meat (g/d) | 62 (37.3) | 63 (34.1) | 0.86 |
White Meat (g/d) | 19 (18.7) | 21 (18.2) | 0.49 |
White Fish (g/d) | 17 (19.5) | 16 (14.0) | 0.59 |
Fatty Fish (g/d) | 12 (21.8) | 10 (13.7) | 0.38 |
Fruit and vegetables | |||
Fruit (g/d) | 177 (144.1) | 163 (125.0) | 0.53 |
Vegetables (g/d) | 135 (73.1) | 140 (60.0) | 0.63 |
Fat | |||
Total Fat (g/d) | 70 (22.9) | 73 (22.2) | 0.31 |
PUFA (g/d) | 13 (5.4) | 14 (5.2) | 0.50 |
MUFA (g/d) | 24 (8.1) | 26 (7.9) | 0.12 |
SFA (g/d) | 27 (10.3) | 28 (9.8) | 0.53 |
Vitamins | |||
B2[riboflavin] (mg/d) | 2 (0.6) | 2 (0.6) | 0.91 |
B3[niacin] (mg/d) | 18 (5.4) | 18 (6.3) | 0.56 |
B6[pyroxidine] (μg/d) | 2 (0.6) | 2 (0.6) | 0.76 |
B9[folate] (μg/d) | 257 (73.3) | 260 (69.2) | 0.79 |
B12 (μg/d) | 6 (5.6) | 5 (3.7) | 0.29 |
C (mg/d) | 85 (49.0) | 84 (44.8) | 0.85 |
D (μg/d) | 3 (2.2) | 3 (2.2) | 0.99 |
Fibre and Macronutrients | |||
Total Energy (MJ/d) | 8 (2.1) | 8.0 (1.9) | 0.38 |
Carbohydrate (g/d) | 230 (65.4) | 245 (67.9) | 0.17 |
Protein (g/d) | 70 (15.1) | 70 (14.3) | 0.97 |
NSP (g/d) | 14 (5.7) | 15 (5.3) | 0.44 |
Calcium (mg/d) | 773 (239.2) | 795 (220.1) | 0.55 |
‡P values determined by ANOVA. Results presented as mean (±SD). PUFA: polyunsaturated fatty acid. MUFA: monounsaturated fatty acid. SFA: saturated fatty acid. NSP: non-starch polysaccharide. PTEN expression data were available for 172 cases.
PTEN expression negative cancers stratified by Dukes' stage and tumour location
In order to assess the significance of Dukes' stage and colorectal location relative to PTEN expression, cancers lacking PTEN expression were stratified by these characteristics (Table 4). Cancers demonstrating loss of PTEN expression and of a less advanced Dukes' stage (A/B) were more frequently located in the distal colon or rectum; whereas cancers demonstrating loss of PTEN expression and advanced Dukes' stage (C/D) were more frequently located in the proximal colon (p = 0.02). Additionally, cancers of all stages located in the proximal colon lacking PTEN expression were more frequently poorly differentiated than those that were in the distal colon or rectum (p < 0.01).
Table 4.
PTEN expression negative colorectal adenocarcinomas | ||||||
---|---|---|---|---|---|---|
Characteristic | Dukes' stage A/B n = 29† |
Dukes' stage C/D n = 23† |
P‡ | Proximal colonic n = 24† |
Distal colonic/Rectal n = 32† |
P‡ |
Sex | ||||||
Male | 58.6 (17) | 39.1 (9) | 41.7 (10) | 46.9 (15) | ||
Female | 41.4 (12) | 60.9 (14) | 0.16 | 58.3 (14) | 53.1 (17) | 0.70 |
Age at diagnosis (years) | 70.3 (8.14) | 69.0 (8.67) | 0.56 | 71.0 (7.31) | 69.1 (8.77) | 0.41 |
Tumour location | ||||||
Proximal colonic | 37.5 (9) | 72.0 (18) | a | a | ||
Distal colonic/Rectal | 62.5 (15) | 28.0 (7) | 0.02 | a | a | a |
Differentiation | ||||||
Well/Moderate | 92.6 (25) | 78.3 (18) | (FET) | 69.6 (16) | 100.0 (28) | (FET) |
Poor | 7.4 (2) | 21.7 (5) | 0.23 | 30.4 (7) | 0.0 (0) | <0.01 |
Dukes' Stage | ||||||
A/B | a | a | 37.5 (9) | 72.0 (18) | ||
C/D | a | a | a | 62.5 (15) | 28.0 (7) | 0.02 |
MSI status | ||||||
MSS | 81.5 (22) | 84.2 (16) | (FET) | 72.7 (16) | 89.7 (26) | (FET) |
MSI | 18.5 (5) | 15.8 (3) | 1.00 | 27.3 (6) | 10.3 (3) | 0.15 |
BMI (kg/m2) | 26.2 (3.60) | 26.4 (4.77) | 0.85 | 26.5 (4.71) | 26.4 (3.64) | 0.93 |
Alcohol consumption | 6.6 (11.1) | 6.5 (7.8) | 0.97 | 4.0 (5.7) | 8.0 (10.8) | 0.11 |
Smoking status | ||||||
Current | 13.8 (4) | 4.3 (1) | 8.3 (2) | 9.4 (3) | ||
Former | 41.4 (12) | 52.2 (12) | 54.2 (13) | 40.6 (13) | ||
Never | 44.8 (13) | 43.5 (10) | 0.47 | 37.5 (9) | 50.0 (16) | 0.60 |
Physical activity | ||||||
Low | 69.0 (20) | 65.2 (15) | 58.3 (14) | 78.1 (25) | ||
High | 31.0 (9) | 34.8 (8) | 0.78 | 41.7 (10) | 21.9 (7) | 0.11 |
LDL cholesterol (mmol/l) | 3.70 (1.05) | 3.94 (1.11) | 0.45 | 3.82 (1.17) | 3.97 (0.98) | 0.62 |
HDL cholesterol (mmol/l) | 1.29 (0.39) | 1.33 (0.50) | 0.76 | 1.30 (0.51) | 1.34 (0.36) | 0.69 |
Triglyceride (mmol/l) | 1.90 (1.21) | 2.75 (1.95) | 0.06 | 2.48 (1.61) | 1.97 (1.35) | 0.21 |
Plasma vitamin C (μmol/l) | 46.6 (18.9) | 52.7 (23.1) | 0.32 | 48.1 (19.5) | 56.6 (40.1) | 0.37 |
‡P values determined by χ2 test or Fisher's exact test when one or more expected values were less than 5 (denoted by FET). *: ANOVA tests used to calculate p-values. Results presented as % (n) or mean (±SD). HRT: hormone replacement therapy. MSI: Microsatellite instability. MSS: Microsatellite stable. † Not all individuals had data for each variable, in these cases these individuals were omitted from the test. HRT status was not analysed due to the low numbers of cases available for testing. a Testing of Dukes' stage in relation to cancer location in the bowel is presented once per test set.
All dietary factors were tested for association with PTEN expression negative cancers stratified by Dukes' stage and colorectal location. Advanced stage (Dukes' C and D) cancers demonstrating loss of PTEN expression were associated with a higher consumption of non-starch polysaccharides than those PTEN expression negative cancers which were of a less advanced stage (Dukes' A and B) (p = 0.01). No other dietary variables tested displayed a statistically significant association with either early or advanced Dukes' stage, PTEN expression negative cancers or proximal colonic or distal colonic/rectally located PTEN negative cancers.
Mutations in PTEN and PIK3CA and loss of PTEN expression in relation to BRAF and K-RAS mutations
In a previous analysis performed in our laboratory, the 186 colorectal adenocarcinomas and 16 adenomas described in this report were tested for the presence of BRAF and K-RAS mutations [20]. In order to assess any relationship between oncogenic activation or loss of tumour suppressor function in the PI3K/AKT and MAPK/ERK signalling pathways, mutations in PIK3CA, PTEN, BRAF and K-RAS, as well as loss of PTEN expression, were tested in relation to each other (Table 5). Our previous analyses demonstrated that within the 186 adenocarcinomas tested, BRAF and K-RAS mutations occurred together less frequently than expected by chance (χ2 test, p = 0.009). Further analysis demonstrated that PTEN exon 7 and 8 and PIK3CA exon 8, 9 and 20 mutations were not related in either a mutually exclusive or a co-occurring manner (Fisher's exact test, p = 0.25). PIK3CA mutations and PTEN loss of expression were also not related (Fisher's exact test, p = 0.55). Further tests showed that PTEN mutations and BRAF mutations were associated (Fisher's exact test, p < 0.001) and both were associated with MSI (BRAF: p < 0.001, PTEN: Fisher's exact test p = 0.01). Of the four adenocarcinomas which exhibited mutations in PTEN exons 7 and 8, all also harboured BRAF mutations. Analysis of PTEN loss of expression and BRAF mutations did not demonstrate co-occurrence (χ2 test, p = 0.80). K-RAS mutations were not linked to either mutations of either PIK3CA or PTEN or loss of PTEN expression. Due to the low number of adenomas available for analysis, testing for the co-incidence of mutations in several genes was not performed these pre-cancerous lesions.
Table 5.
BRAF mutant | BRAF wildtype | ||
---|---|---|---|
K-RAS mutant | 3.4 (1) | 25.5 (40) | |
K-RAS wildtype | 96.6 (28) | 74.5 (117) | p = 0.009 |
BRAF mutant | BRAF wildtype | ||
PTEN mutant | 13.8 (4) | 0.0 (0) | (FET) |
PTEN wildtype | 86.2 (25) | 100.0 (157) | p < 0.001 |
BRAF mutant | BRAF wildtype | ||
PTEN expression negative | 37.0 (10) | 34.5 (50) | |
PTEN expression positive | 63.0 (17) | 65.5 (95) | p = 0.80 |
BRAF mutant | BRAF wildtype | ||
PIK3CA mutant | 13.8 (4) | 5.7 (9) | (FET) |
PIK3CA wildtype | 86.2 (25) | 94.3 (148) | p = 0.12 |
K-RAS mutant | K-RAS wildtype | ||
PIK3CA mutant | 7.3 (3) | 6.9 (10) | (FET) |
PIK3CA wildtype | 92.7 (38) | 93.1 (135) | p = 1.00 |
K-RAS mutant | K-RAS wildtype | ||
PTEN mutant | 0.0 (0) | 2.8 (4) | (FET) |
PTEN wildtype | 100.0 (41) | 97.2 (141) | p = 0.58 |
K-RAS mutant | K-RAS wildtype | ||
PTEN expression negative | 41.7 (15) | 33.1 (45) | |
PTEN expression positive | 58.3 (21) | 66.9 (91) | p = 0.34 |
PIK3CA mutant | PIK3CA wildtype | ||
PTEN expression negative | 23.1 (3) | 35.8 (57) | (FET) |
PTEN expression positive | 76.9 (10) | 64.2 (102) | p = 0.55 |
PIK3CA mutant | PIK3CA wildtype | ||
PTEN mutant | 7.7 (1) | 1.7 (3) | (FET) |
PTEN wildtype | 92.3 (12) | 98.3 (170) | p = 0.25 |
P values determined by χ2 test or Fisher's exact test when one or more expected values were less than 5 (denoted by FET). Results presented as % (n). PTEN expression data were not available for 12/186 colorectal adenocarcinomas: these cases were omitted from testing.
Discussion
The data presented confirm that loss of PTEN expression occurs in a significant proportion (35%) of colorectal cancers and may be due to mutation in only a minority of cases. Loss of PTEN expression has previously been reported at higher rates than mutation in colorectal cancer [12,15]. Loss of PTEN expression is associated with different clinicopathological features, including cancer stage and position in the bowel. However, loss of PTEN expression does not appear to be associated with any particular dietary factors. Mutations in PIK3CA were observed at a lower prevalence (7%) than loss of PTEN expression.
Our observation of approximately one third of cancers demonstrating loss of PTEN expression is in keeping with other reports which have identified 20-40% of CRC as PTEN expression negative [16,17], as is our observation of low PTEN mutation rates that have been reported in previous studies. One study of 72 unselected colorectal cancers analysing all 9 exons of PTEN identified a mutation frequency of 1.4% [13]. Two studies, both analysing 32 microsatellite unstable colorectal cancers, identified PTEN mutation frequencies of 18.8% [14] and 14.0% [15] in MSI+ CRC. As approximately 15% of all colorectal cancers display microsatellite instability [22], these data suggest that in an unselected sample set, if PTEN mutation is found predominantly or entirely in MSI+ colorectal cancers, approximately 2-3% of all colorectal cancer samples may be expected to exhibit PTEN mutations. Our data corroborate this estimation.
Of the adenocarcinomas tested in this report, 17.1% were classified as microsatellite unstable [20] and of these MSI+ cases, 4 (13.8%) harboured PTEN mutations, a figure consistent with previously published observations [14]. Statistical testing of the distribution of PTEN mutations and MSI demonstrated a positive association between these two features (FET, p = 0.01). Although testing of greater numbers of PTEN mutant samples is required to validate these observations, these data show that MSI and PTEN mutations, in exons 7 and 8 at least, occur together in the same colorectal cancers, along with BRAF mutations. This association is consistent with the type of PTEN mutations observed in our analyses. Three of the four observed mutations were repetitive sequence insertions or deletions involving the poly-A tracts in PTEN, consistent with mismatch repair deficiency, which is the cause of MSI in cancers. Loss of PTEN expression in general, unlike PTEN mutation, was not linked to MSI.
It has been reported that the majority of PTEN mutations in CRC may occur in exons 7 and 8 [15], which in our cohort harboured mutations in only 2.2% of CRC samples, in keeping with published studies [13]. Following this, we performed an immunohistochemical (IHC) analysis of PTEN protein expression as there are advantages of such an approach. First, IHC analysis of tissue samples circumvents the requirement for PCR based sequencing analyses of all 9 exons of PTEN or of the analysis of PTEN cDNA, which is identical to the non-translated transcript of the PTEN pseudogene except for 18 bp [23]. Second, expression analysis by IHC allows for all factors, including mutation, promoter methylation, miRNA alterations or PTEN gene copy number changes, that affect PTEN protein expression levels in colorectal tumours, to be assessed in one assay with direct comparison of normal, adenoma and adenocarcinoma cells. Third, this integrative assay identified a large enough group of CRCs with abnormal PTEN activity and presence to allow meaningful statistical testing of associations with dietary and lifestyle factors.
Loss of PTEN protein expression may be explained by several mechanisms in addition to mutation. CpG island methylator phenotype (CIMP), resulting in silencing of expression of affected genes occurs in 10-20% CRC [24]. Methylation at the PTEN locus (10q23) may be responsible for loss of expression observed in some of the CRC lacking PTEN mutations; an observation previously described in MSI CRC [11]. Additionally, chromosomal instability (CIN) leading to loss of heterozygosity (LOH) at 10q23 may also have contributed to the loss of PTEN expression observed, as LOH at 10q23 has been documented in 20-30% of colorectal cancers [12,15,25].
Analysis of clinicopathological cancer features and dietary and lifestyle factors relative to PTEN expression status demonstrated no associations with PTEN expression except in the case of blood low-density lipoprotein (LDL) levels. Individuals with cancers exhibiting loss of PTEN expression demonstrated lower mean blood LDL concentrations than individuals with colorectal cancers retaining PTEN expression (p = 0.05). Lower blood LDL levels may correlate with a generally more healthy diet and lifestyle, but the relevance of this observation is unclear and would benefit from further investigation.
PIK3CA mutations in exons 8, 9 and 20 were observed in 7.0% of cancers. This frequency is at the lower end of the range of previously reported frequencies of 10-20% [3-6] and may be due to the restricted region of analysis used (exons 8, 9 and 20). It has been reported that 70-80% of all PIK3CA mutations are located in the helical and kinase domains in these 3 exons [2,3,7] and as such, restricting analysis to these regions may have led to some mutations in other exons not being identified. In our previous analyses we also observed that 22% of the cancers in our study cohort possessed K-RAS mutations, including a previously unreported double mutation in codons 19 and 20 [20,26]. This frequency is lower than the 30-40% expected prevalence for mutations in this gene. Several observations suggest that these low mutation frequencies are accurate for this CRC cohort and not the result of technical shortcomings. First, our previous analysis of BRAF mutations in this same sample set demonstrated a higher than expected prevalence of this mutation (15.9%). Secondly, our analyses identified that 17% of the tumours in our dataset demonstrated an MSI phenotype, a level slightly above the expected ~15% prevalence of microsatellite instability in CRC [22]. As the same DNA samples were used across all analyses, these observations suggest that the observed low mutation frequencies in PIK3CA and K-RAS are a characteristic of this study cohort.
Fewer than 10% of samples demonstrated PIK3CA mutations, therefore analysis of dietary factors was not performed due to the calculated low power of the statistical testing. PIK3CA mutations were more frequent in CRC from females (p = 0.04). This has been demonstrated previously in another report analysing a Caucasian European population (Italian) [4], but not in a study of a Middle Eastern population [3]. These discrepancies in analyses of different population types may suggest a correlation between local environment, diet and PIK3CA mutation.
Analysis of PTEN expression negative tumours stratified by location demonstrated that proximally located cancers were more frequently of advanced Dukes' stage and distal colonic/rectal cancers were more frequently of less advanced Dukes' stage (p = 0.02). Additionally, proximal cancers lacking PTEN expression were associated with poor differentiation (p < 0.01). Stratification of PTEN negative cancers by stage and location also identified an increased mean non-starch polysaccharide consumption in those individuals with advanced stage cancers lacking PTEN expression (p = 0.01). This potentially interesting observation requires confirmation in future larger studies. Taken together, these data demonstrate the heterogeneity in the associations of cancers lacking PTEN expression: loss of PTEN expression in colorectal cancers of different locations have distinct clinicopathological features and potential dietary associations.
Analysis of co-occurrences of mutations in the PI3K and MAPK signalling pathways demonstrated that unlike BRAF and K-RAS mutations, acting as mutually exclusive mechanisms of activation of the same signalling pathway, oncogenic PIK3CA activation and PTEN loss are not equivalent. These two events share limited redundancy, indicating that both provide independent growth advantages for cancer cells. Mutations in BRAF and PTEN were associated: four adenocarcinomas had PTEN mutations, mostly in poly-A tracts, and all 4 CRC were MSI+ and proximally located, typical of defective DNA mismatch repair tumours.
A strength of the current study is the use of prospective data collected before disease onset, as well as employment of 7-day diaries for dietary assessment, a method shown to estimate diet more accurately than food frequency questionnaires [27]. This report greatly expands the limited current data describing alterations in PI3K/AKT pathway components in colorectal cancer and dietary intakes. Adjustment for confounding variables in the statistical testing was not performed. Such testing using logistic regression methods, performed on low sample sets has been described to lead to systematic bias (i.e. away from null), and overestimation of odds ratios [28]. In order to prevent overestimation of dietary risk factors, this testing was not performed on the relatively small sample sizes available.
This report is one of the first to analyse PTEN and PIK3CA mutation and PTEN expression in colorectal adenomas, albeit in a low number of cases. PIK3CA was mutated in a single adenoma (6.3%). Two adenomas (14.3%) demonstrated loss of PTEN expression. These data demonstrate that PIK3CA mutation and loss of PTEN expression can occur during adenoma formation. This confirms previous data describing PIK3CA mutations in adenomas [2,29]. This report is one of the first to analyse PTEN expression in colorectal adenomas. However, the small sample size indicates that the findings should be interpreted with caution.
Conclusions
This study is one of the largest to date analysing PTEN expression in colorectal cancers, showing association of this with Dukes' stage and colorectal location, indicating a worse prognosis of PTEN expression negative cancers of the proximal colon that show poor differentiation and advanced Dukes' stage. Furthermore, mutations in the PTEN gene, although likely to be rare in unselected colorectal cancers, are associated with MSI+ and BRAF mutations, whereas loss of PTEN expression is not and may be due mostly to other mechanisms. These data describe the assessment of associations between dietary factors and loss of PTEN expression in colorectal cancers, suggesting that general loss of PTEN expression is independent of any specific dietary influences. Furthermore, increased signalling mediated by the PI3K/AKT pathway, achieved via mutations in PIK3CA or loss of PTEN expression are not mutually exclusive, suggesting that independent growth advantages are provided by these two cancer promoting changes in colorectal cancer.
Competing interests
The authors declare that they have no competing interests.
Authors' contributions
AN performed the sequencing analyses, statistical testing, composed the manuscript and assessed PTEN expression status. PNM contributed to manuscript design. LJG performed the MSI analyses. RYB obtained access to and distributed the human tissue samples. RNL and AM compiled and provided the dietary data. MJA contributed to manuscript preparation, supervision of the project, study design and assessed PTEN expression status. JCC, LK and LH contributed to the PTEN immunohistochemistry. All authors read and approved the manuscript.
Pre-publication history
The pre-publication history for this paper can be accessed here:
Contributor Information
Adam Naguib, Email: anaguib@cshl.edu.
James C Cooke, Email: jcc@mrc-mbu.cam.ac.uk.
Lisa Happerfield, Email: lh224@cam.ac.uk.
Lucy Kerr, Email: lucy.kerr@addenbrookes.nhs.uk.
Laura J Gay, Email: l.j.gay@qmul.ac.uk.
Robert N Luben, Email: robert.luben@phpc.cam.ac.uk.
Richard Y Ball, Email: richard.ball@nnuh.nhs.uk.
Panagiota N Mitrou, Email: g.mitrou@wcrf.org.
Alison McTaggart, Email: alison@srl.cam.ac.uk.
Mark J Arends, Email: mja40@cam.ac.uk.
Acknowledgements and Funding
Thanks to Dr Jenny Keen for help with DNA extraction protocols. EPIC Norfolk is funded by Cancer Research UK and Medical Research Council. Thanks to Stephen Foster for help with DNA sequencing and Professor Kay-Tee Khaw for her advice and guidance. Finally, the guidance and foresight of the late Sheila Rodwell (previously Sheila Bingham) were essential in the initiation stages of this work and the study was born under her leadership.
References
- Samuels Y, Velculescu VE. Oncogenic mutations of PIK3CA in human cancers. Cell Cycle. 2004;3(10):1221–1224. doi: 10.4161/cc.3.10.1164. [DOI] [PubMed] [Google Scholar]
- Samuels Y, Wang Z, Bardelli A, Silliman N, Ptak J, Szabo S, Yan H, Gazdar A, Powell SM, Riggins GJ. et al. High frequency of mutations of the PIK3CA gene in human cancers. Science. 2004;304(5670):554. doi: 10.1126/science.1096502. [DOI] [PubMed] [Google Scholar]
- Abubaker J, Bavi P, Al-Harbi S, Ibrahim M, Siraj AK, Al-Sanea N, Abduljabbar A, Ashari LH, Alhomoud S, Al-Dayel F. et al. Clinicopathological analysis of colorectal cancers with PIK3CA mutations in Middle Eastern population. Oncogene. 2008;27(25):3539–3545. doi: 10.1038/sj.onc.1211013. [DOI] [PubMed] [Google Scholar]
- Benvenuti S, Frattini M, Arena S, Zanon C, Cappelletti V, Coradini D, Daidone MG, Pilotti S, Pierotti MA, Bardelli A. PIK3CA cancer mutations display gender and tissue specificity patterns. Hum Mutat. 2008;29(2):284–288. doi: 10.1002/humu.20648. [DOI] [PubMed] [Google Scholar]
- Campbell IG, Russell SE, Choong DY, Montgomery KG, Ciavarella ML, Hooi CS, Cristiano BE, Pearson RB, Phillips WA. Mutation of the PIK3CA gene in ovarian and breast cancer. Cancer Res. 2004;64(21):7678–7681. doi: 10.1158/0008-5472.CAN-04-2933. [DOI] [PubMed] [Google Scholar]
- Velho S, Oliveira C, Ferreira A, Ferreira AC, Suriano G, Schwartz S Jr, Duval A, Carneiro F, Machado JC, Hamelin R. et al. The prevalence of PIK3CA mutations in gastric and colon cancer. Eur J Cancer. 2005;41(11):1649–1654. doi: 10.1016/j.ejca.2005.04.022. [DOI] [PubMed] [Google Scholar]
- Zhao L, Vogt PK. Class I PI3K in oncogenic cellular transformation. Oncogene. 2008;27(41):5486–5496. doi: 10.1038/onc.2008.244. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chang JG, Chen YJ, Perng LI, Wang NM, Kao MC, Yang TY, Chang CP, Tsai CH. Mutation analysis of the PTEN/MMAC1 gene in cancers of the digestive tract. Eur J Cancer. 1999;35(4):647–651. doi: 10.1016/S0959-8049(98)00411-0. [DOI] [PubMed] [Google Scholar]
- Danielsen SA, Lind GE, Bjornslett M, Meling GI, Rognum TO, Heim S, Lothe RA. Novel mutations of the suppressor gene PTEN in colorectal carcinomas stratified by microsatellite instability- and TP53 mutation-status. Hum Mutat. 2008. [DOI] [PubMed]
- Dicuonzo G, Angeletti S, Garcia-Foncillas J, Brugarolas A, Okrouzhnov Y, Santini D, Tonini G, Lorino G, De Cesaris M, Baldi A. Colorectal carcinomas and PTEN/MMAC1 gene mutations. Clin Cancer Res. 2001;7(12):4049–4053. [PubMed] [Google Scholar]
- Goel A, Arnold CN, Niedzwiecki D, Carethers JM, Dowell JM, Wasserman L, Compton C, Mayer RJ, Bertagnolli MM, Boland CR. Frequent inactivation of PTEN by promoter hypermethylation in microsatellite instability-high sporadic colorectal cancers. Cancer Res. 2004;64(9):3014–3021. doi: 10.1158/0008-5472.CAN-2401-2. [DOI] [PubMed] [Google Scholar]
- Nassif NT, Lobo GP, Wu X, Henderson CJ, Morrison CD, Eng C, Jalaludin B, Segelov E. PTEN mutations are common in sporadic microsatellite stable colorectal cancer. Oncogene. 2004;23(2):617–628. doi: 10.1038/sj.onc.1207059. [DOI] [PubMed] [Google Scholar]
- Wang ZJ, Taylor F, Churchman M, Norbury G, Tomlinson I. Genetic pathways of colorectal carcinogenesis rarely involve the PTEN and LKB1 genes outside the inherited hamartoma syndromes. Am J Pathol. 1998;153(2):363–366. doi: 10.1016/S0002-9440(10)65579-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Guanti G, Resta N, Simone C, Cariola F, Demma I, Fiorente P, Gentile M. Involvement of PTEN mutations in the genetic pathways of colorectal cancerogenesis. Hum Mol Genet. 2000;9(2):283–287. doi: 10.1093/hmg/9.2.283. [DOI] [PubMed] [Google Scholar]
- Zhou XP, Loukola A, Salovaara R, Nystrom-Lahti M, Peltomaki P, de la Chapelle A, Aaltonen LA, Eng C. PTEN mutational spectra, expression levels, and subcellular localization in microsatellite stable and unstable colorectal cancers. Am J Pathol. 2002;161(2):439–447. doi: 10.1016/S0002-9440(10)64200-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Frattini M, Saletti P, Romagnani E, Martin V, Molinari F, Ghisletta M, Camponovo A, Etienne LL, Cavalli F, Mazzucchelli L. PTEN loss of expression predicts cetuximab efficacy in metastatic colorectal cancer patients. Br J Cancer. 2007;97(8):1139–1145. doi: 10.1038/sj.bjc.6604009. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Molinari F, Martin V, Saletti P, De Dosso S, Spitale A, Camponovo A, Bordoni A, Crippa S, Mazzucchelli L, Frattini M. Differing deregulation of EGFR and downstream proteins in primary colorectal cancer and related metastatic sites may be clinically relevant. Br J Cancer. 2009;100(7):1087–1094. doi: 10.1038/sj.bjc.6604848. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Parkin DM, Bray F, Ferlay J, Pisani P. Global cancer statistics, 2002. CA Cancer J Clin. 2005;55(2):74–108. doi: 10.3322/canjclin.55.2.74. [DOI] [PubMed] [Google Scholar]
- Cummings JH, Bingham SA. Diet and the prevention of cancer. BMJ. 1998;317(7173):1636–1640. doi: 10.1136/bmj.317.7173.1636. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Naguib A, Mitrou PN, Gay LJ, Cooke JC, Luben RN, Ball RY, McTaggart A, Arends MJ, Rodwell SA. Dietary, lifestyle and clinicopathological factors associated with BRAF and K-ras mutations arising in distinct subsets of colorectal cancers in the EPIC Norfolk study. BMC Cancer. 2010;10:99. doi: 10.1186/1471-2407-10-99. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Li VS, Wong CW, Chan TL, Chan AS, Zhao W, Chu KM, So S, Chen X, Yuen ST, Leung SY. Mutations of PIK3CA in gastric adenocarcinoma. BMC Cancer. 2005;5:29. doi: 10.1186/1471-2407-5-29. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Soreide K, Janssen EA, Soiland H, Korner H, Baak JP. Microsatellite instability in colorectal cancer. Br J Surg. 2006;93(4):395–406. doi: 10.1002/bjs.5328. [DOI] [PubMed] [Google Scholar]
- Dahia PL, FitzGerald MG, Zhang X, Marsh DJ, Zheng Z, Pietsch T, von Deimling A, Haluska FG, Haber DA, Eng C. A highly conserved processed PTEN pseudogene is located on chromosome band 9p21. Oncogene. 1998;16(18):2403–2406. doi: 10.1038/sj.onc.1201762. [DOI] [PubMed] [Google Scholar]
- Klose RJ, Bird AP. Genomic DNA methylation: the mark and its mediators. Trends Biochem Sci. 2006;31(2):89–97. doi: 10.1016/j.tibs.2005.12.008. [DOI] [PubMed] [Google Scholar]
- Garcia JM, Rodriguez R, Silva J, Munoz C, Dominguez G, Silva JM, Carcereny E, Provencio M, Espana P, Bonilla F. Intratumoral heterogeneity in microsatellite alterations in BRCA1 and PTEN regions in sporadic colorectal cancer. Ann Surg Oncol. 2003;10(8):876–881. doi: 10.1245/ASO.2003.02.004. [DOI] [PubMed] [Google Scholar]
- Naguib A, Wilson CH, Adams DJ, Arends MJ. Activation of K-RAS by co-mutation of codons 19 and 20 is transforming. J Mol Signal. 2011;6:2. doi: 10.1186/1750-2187-6-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Day N, McKeown N, Wong M, Welch A, Bingham S. Epidemiological assessment of diet: a comparison of a 7-day diary with a food frequency questionnaire using urinary markers of nitrogen, potassium and sodium. Int J Epidemiol. 2001;30(2):309–317. doi: 10.1093/ije/30.2.309. [DOI] [PubMed] [Google Scholar]
- Nemes S, Jonasson JM, Genell A, Steineck G. Bias in odds ratios by logistic regression modelling and sample size. BMC Med Res Methodol. 2009;9:56. doi: 10.1186/1471-2288-9-56. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Velho S, Moutinho C, Cirnes L, Albuquerque C, Hamelin R, Schmitt F, Carneiro F, Oliveira C, Seruca R. BRAF, KRAS and PIK3CA mutations in colorectal serrated polyps and cancer: primary or secondary genetic events in colorectal carcinogenesis? BMC Cancer. 2008;8:255. doi: 10.1186/1471-2407-8-255. [DOI] [PMC free article] [PubMed] [Google Scholar]